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When the time window is shorter than 26 years (the entire data set observation period), we compute the activity by shifting the time window in 1-year increments and then we average the results.
The expected value based on BMA is shown as red solid line Table 6 Prediction of last two observations of the data set Observation 25 26 Expected value 10.71 7.27 Real value 11.56 8.52 Standard error 0.37 0.37.
Transport properties are quantified using pulse field gradient (PFG) NMR measurements which provide probability distributions of molecular displacement over a set observation time (propagators), supplementing conventional permeability measurements.
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Probability model proved to be concordant in 91% of the calibration set observations.
In the second approach, from all observations in the data set, 'K' observations are selected randomly as cluster centers.
The calibration set observations were treated as "new observations" (see Figure 2) here, that is, the same procedure as for the test set observations was used in the prediction stage.
No clusters containing less than ten observations were identified, so all calibration set observations were included in the regional regression analysis.
See Additional file 1, sections S1.6 and S1.7 for a more comprehensive description of this methodology, including all predicting equations for test set observations.
X-scores for test set observations were calculated based on loading weights from the global PLSR model (see Additional file 1: Appendix 1, Eq. A4).
Also, the regression of testing set observations on predicted values was 0.99, much higher than for the P kernel (b y, y ^ = 0.90, Figure 7).
Through health care setting observations, interviews and document review, Module two will assess policy design and delivery of maternal health services.
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